Gemini agents beat Minecraft, refund-seeking agents leaked private health data, and Taste-Bench exposed weak long-term judgement while Anthropic consulted lawyers on agent negotiations. These stories suggest builders should reward proportionate, well-chosen actions alongside successful task completion.